Correlation between Latent Trend and Transmission

  1. mobility trend for all states (spaghetti with mean).

Covariate that describes human mobility. These data come from Unacast. We smooth the raw data from Unacast using a spline fit, resulting in the trajectories of human movement shown below. This covariate is used to reduce baseline transmission. Here we show the mobility trends from all 50 states.

  1. latent trend for all states (spaghetti with mean).
  1. omega for all states (spaghetti with mean).
  1. correlation: predictor = AUC of omega; response = prevalence, or final per capita prevalence.
  1. map of same (correlation, by state)
---
title: "Figures"
output: html_notebook
author: Eric Marty
---


```{r setup, include=FALSE, echo=FALSE, warning=FALSE, message=FALSE}
knitr::opts_chunk$set(include=TRUE, echo=FALSE, warning=FALSE, message=FALSE)
library(here)
library(tidyverse)
library(cowplot)
library(yardstick)
```

```{r data}
all_files <- list.files(path = here("output/current/"), pattern = ".csv")
param_files <- list.files(path = here("output/current/"), pattern = "params-natural.rds")
state_summaries <- tibble()
state_parameters <- tibble()
state_logliks <- tibble()
statedf <-readRDS(here("output/current", "statedf.rds"))
for(i in 1:length(all_files)) {
  do_file <- all_files[i]
  location <- sub(".csv", "", do_file)
  state_metadata <- statedf %>% filter(state_full == sub(".csv", "", do_file))
  state_pop <- state_metadata %>% pull(total_pop)
  state_initR0 <- state_metadata %>% pull(initR0)
  state_beta_s <- (state_initR0*.1)
  
  tmpfile <- here("output/current", do_file)
  tmp <- read.csv(tmpfile) %>%
    filter(sim_type == "status_quo" | is.na(sim_type),
           variable %in% c("daily_cases", "daily_deaths",
                           "actual_daily_cases", "actual_daily_deaths",
                           "mobility_trend", "latent_trend",
                           "cumulative_all_infections", "daily_all_infections")) %>%
    mutate(date = as.Date(date)) %>%
    dplyr::select(location, sim_type, period, date, variable, mean_value) %>% 
    pivot_wider(names_from = variable, values_from = mean_value) %>%
    mutate(beta_s = state_beta_s) %>% 
    mutate(omega = mobility_trend * latent_trend * beta_s) %>% 
    pivot_longer(cols = !c(location, sim_type, period, date), 
                 names_to = "variable", 
                 values_to = "mean_value",
                 values_drop_na = TRUE)

  state_summaries <- bind_rows(state_summaries, tmp) # ? was this missing?

  tmpparamfile <- here("output/current", param_files[i])
  tmpparams <- readRDS(tmpparamfile)
  tmp_loglik <- data.frame(location = unique(tmp$location),
                        log_lik = tmpparams["LogLik", 2])
  rnms <- row.names(tmpparams)
  tmpparams <- tmpparams %>%
    mutate(parameter = rnms) %>%
    filter(is_fitted == "yes") %>%
    dplyr::select(-is_fitted) %>%
    gather("key", "value", -parameter) %>%
    filter(key == "X1") %>%
    dplyr::select(-key) %>%
    mutate(location = unique(tmp$location)) %>%
    dplyr::select(location, value, parameter)
  
  state_parameters <- bind_rows(state_parameters, tmpparams)
  state_logliks <- bind_rows(state_logliks, tmp_loglik)
}

# Fixed parameters table
betas_names <- rnms[grep("b[0-9]+", rnms)] # find parameters starting with b followed by any number
spline_coefficients <- paste("Spline coefficient", gsub("b","", betas_names))
names(spline_coefficients) <- betas_names

params_vec <- c(MIF_ID = "MIF id", 
                LogLik = "Log Likelihood", 
                LogLik_SE = "SE of Log Likelihood", 
                beta_s = "Transmission rate",
                # Relative Transmissibility
                frac_trans_e = "Relative transmissibility of latent infections",
                frac_trans_a = "Relative transmissibility of asymptomatic individuals",
                frac_trans_c = "Relative transmissibility of detected symptomatic individuals post-reporting",
                frac_trans_h = "Relative transmissibility of hospitalized individuals",
                # Time in compartments
                time_e = "Time spent in latent compartments (days)",
                time_a = "Time spent in asymptomatic compartments (days)",
                time_su = "Time spent in symptomatic, undetected compartments (days)",
                time_sd = "Time spent in symptomatic, detected compartments (days)",
                time_c = "Time spent in diagnosed cases compartments (days)",
                time_h = "Time spent in hospitalized compartments (days)",
                # Detection time
                max_diag_factor = "Maximum for factor by which movement through Isd happens faster (quicker diagnosis)",
                diag_rampup = "Rate at which faster diagnosis ramps up to max",
                t_half_diag = "Time at which diagnosis is at 50% of max (in days since t = 1)",
                # Detection fraction
                max_detect_frac = "Maximum fraction of cases that are detected",
                detect_rampup = "Speed at which fraction detected ramps up",
                t_half_detect = "Time at which infection detection fraction is at 50% of max (in days since t = 1)",
                base_detect_frac = "Minimum fraction detected at t = 1",
                # Fraction asymptomatic
                frac_asym = "Fraction of latent infections that move to asymptomatic",
                # Fraction hosptilized
                frac_hosp = "Fraction of detected cases that are hospitalized",
                # Fraction of hospitalizations that result in death
                min_frac_dead = "Maximum fraction of hospitalizations that result in death",
                max_frac_dead = "Maximum fraction of hospitalizations that result in death",
                log_half_dead = "Time at which death fraction is at 50% of max (in days since t = 1)",
                # Dispersion parameters
                theta_cases = "Dispersion parameter for case reporting observation process",
                theta_hosps = "Dispersion parameter for hospitalization reporting observation process",
                theta_deaths = "Dispersion parameter for death reporting obsercation process",
                sigma_dw = "Variance of the stochastics process noise",
                # Spline coefficients
                spline_coefficients,
                # Initial conditions
                S_0 = "Initial number of susceptible individuals on t = 1",
                E1_0 = "Initial number of latent infectious individuals on t = 1",
                Ia1_0 = "Initial number of asymptomatic individuals on t = 1",
                Isu1_0 = "Initial number of symptomatic, undetected individuals on t = 1",
                Isd1_0 = "Initial number of symptomatic, detected individuals on t = 1",
                C1_0 = "Initial number of diagnosed cases on t = 1",
                H1_0 = "Initial number of hospitalized cases on t = 1",
                R_0 = "Initial number of recovered individuals on t = 1",
                D_0 = "Initial number of deaths after hospitalization on t = 1",
                trend_start = "Trend")

tmpparams <- readRDS(tmpparamfile)
rnms <- row.names(tmpparams)
params_map <- tibble(Parameter = names(params_vec),
                     Description = params_vec)
fixed_parameters <- tmpparams %>%
  mutate(Parameter = rnms) %>%
  filter(is_fitted == "no") %>%
  dplyr::select(-is_fitted) %>%
  gather("key", "value", -Parameter) %>%
  filter(key == "X1") %>%
  left_join(params_map, by = "Parameter") %>%
  filter(!Parameter %in% c("MIF_ID", "LogLik", "LogLik_SE", "trend_start", "theta_hosps", "S_0")) %>%
  dplyr::select(Parameter, Description, value) %>%
  mutate(Parameter = ifelse(Parameter == "E1_0", "L1_0", Parameter))

```

# Correlation between Latent Trend and Transmission

a) mobility trend for all states (spaghetti with mean).  

Covariate that describes human mobility. These data come from <a href="https://www.unacast.com/" target="_blank">Unacast</a>. We smooth the raw data from Unacast using a spline fit, resulting in the trajectories of human movement shown below. This covariate is used to reduce baseline transmission.
Here we show the mobility trends from all 50 states.

```{r covariate, fig.height=3, fig.width=7, eval = TRUE}
all_phi <- state_summaries %>%
  filter(variable == "mobility_trend") %>%
  dplyr::select(location, date, mean_value) %>%
  filter(date <= Sys.Date())

mean_phi <- all_phi %>% group_by(date) %>% summarise(mean_value = mean(mean_value))

g_phi <- ggplot(all_phi, aes(x = date, y = mean_value, color = location)) +
  geom_line(size = 0.5) +
  # ylab("Human movement\n(% of normal)") +
  scale_y_continuous(limits = c(0,1), labels = scales::percent) +
  scale_color_viridis_d(option = "D", direction = -1, alpha = .6, end = .75) +
  # theme_dark(base_line_size = 0.5) +
  geom_line(data = mean_phi, alpha = .6, size = 2, color = 'red', name="Mean of all states") +
  theme_minimal() +
  guides(color = FALSE)

p_phi <- g_phi %>% plotly::ggplotly() %>% 
  plotly::layout(showlegend = FALSE,
                 # margin = list(l = 150),
                 yaxis = list(title = "Human movement (phi)\n(% of normal)\n&nbsp;")
                 )
p_phi
```

b) latent trend for all states (spaghetti with mean).  

```{r}
all_psi <- state_summaries %>%
  filter(variable == "latent_trend") %>%
  dplyr::select(location, date, mean_value) %>%
  filter(date <= Sys.Date())

mean_psi <- all_psi %>% group_by(date) %>% summarise(mean_value = mean(mean_value))

g_psi <- ggplot(all_psi, aes(x = date, y = mean_value, color = location)) +
  geom_line(size = 0.5) +
  # ylab("Latent trend\n(% of normal)") +
  scale_y_continuous(limits = c(0,1), labels = scales::percent) +
  scale_color_viridis_d(option = "D", direction = -1, alpha = .6, end = .75) +
  # theme_dark(base_line_size = 0.5) +
  geom_line(data = mean_psi, alpha = .6, size = 2, color = 'red', name="Mean of all states") +
  theme_minimal() +
  guides(color = FALSE)

p_psi <- g_psi %>% plotly::ggplotly() %>% 
  plotly::layout(showlegend = FALSE,
                 # margin = list(l = 150),
                 yaxis = list(title = "Latent trend (psi)\n(% of normal)\n&nbsp;")
                 )
p_psi
```

c) omega for all states (spaghetti with mean). 

```{r}
all_omega <- state_summaries %>%
  filter(variable == "omega") %>%
  dplyr::select(location, date, mean_value) %>%
  filter(date <= Sys.Date())

mean_omega <- all_omega %>% group_by(date) %>% summarise(mean_value = mean(mean_value))

g_omega <- ggplot(all_omega, aes(x = date, y = mean_value, color = location)) +
  geom_line(size = 0.5) +
  # ylab("Latent trend\n(% of normal)") +
  scale_y_continuous(limits = c(0,1), labels = scales::percent) +
  scale_color_viridis_d(option = "D", direction = -1, alpha = .6, end = .75) +
  # theme_dark(base_line_size = 0.5) +
  geom_line(data = mean_omega, alpha = .6, size = 2, color = 'red', name="Mean of all states") +
  theme_minimal() +
  guides(color = FALSE)

p_omega <- g_omega %>% plotly::ggplotly() %>% 
  plotly::layout(showlegend = FALSE,
                 # margin = list(l = 150),
                 yaxis = list(title = "Relative transmission (omega)\n(% of normal)\n&nbsp;")
                 )
p_omega
```

d) correlation: predictor = AUC of omega; response = prevalence, or final per capita prevalence. 

```{r}

```

e) map of same (correlation, by state)


